“…There is a dearth of epidemiological studies in rural environments, particularly those related to older residents thereof, although the older population tends to account for a greater percentage of the population of these areas than the national average in countries worldwide 23 ) . In Japan, it is rare for the scope of gerontological research on the characteristics of neighborhood living environment to be limited exclusively to urban areas; rural areas are included in most studies 24 , 25 , 26 , 27 , 28 , 29 , 30 , 31 ) . These studies have identified several environmental factors, including access to public transportation, altitude, residential density, and land slope, which were found to be associated to varying degrees with physical activity and functioning, weight change, hypertension, and diabetes mellitus 26 , 27 , 28 , 29 , 30 , 31 ) .…”